autoESDA report

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Study Area

Dataset Overview

Coordinate System epsg:4326
Columns 9
Rows 77
Excluded Columns {'geometry', 'community'}
Included Columns ['poverty', 'without_hs', 'unemployed', 'income_pc', 'harship_in', 'num_crimes', 'population']

Descriptive Statistics

poverty without_hs unemployed income_pc harship_in num_crimes population
count 77.00 77.00 77.00 77.00 77.00 77.00 77.00
mean 21.77 20.34 15.37 25563.17 49.51 6870.08 35007.77
std 11.53 11.82 7.54 15293.10 28.69 5879.23 22361.95
min 3.30 2.50 4.70 8201.00 1.00 537.00 2876.00
25% 13.20 11.80 9.20 15754.00 25.00 2707.00 18109.00
50% 18.90 18.50 13.90 21323.00 50.00 4894.00 31028.00
75% 29.20 26.60 20.00 28887.00 74.00 9951.00 48743.00
max 56.50 54.80 35.90 88669.00 98.00 34365.00 98514.00

Sample Rows

First 5 rows

community poverty without_hs unemployed income_pc harship_in num_crimes population
0 DOUGLAS 29.6 14.3 18.2 23791 47 5013 18238
1 OAKLAND 39.7 18.4 28.7 19252 78 1306 5918
2 FULLER PARK 51.2 26.6 33.9 10432 97 1764 2876
3 GRAND BOULEVARD 29.3 15.9 24.3 23472 57 6416 21929
4 KENWOOD 21.7 11.3 15.7 35911 26 2713 17841
5 LINCOLN SQUARE 10.9 13.4 8.2 37524 17 3670 39493
6 WASHINGTON PARK 42.1 25.4 28.6 13785 88 5433 11717
7 HYDE PARK 18.4 4.3 8.4 39056 14 3031 25681
8 WOODLAWN 30.7 16.5 23.4 18672 58 7585 25983
9 ROGERS PARK 23.6 18.2 8.7 23939 39 7181 54991

Last 5 rows

community poverty without_hs unemployed income_pc harship_in num_crimes population
67 LINCOLN PARK 12.3 3.6 5.1 71551 2 7793 64116
68 ASHBURN 10.4 17.7 11.7 23482 37 4894 41081
69 AUBURN GRESHAM 27.6 18.5 28.3 15528 74 15334 48743
70 BEVERLY 5.1 3.7 8.0 39523 12 1912 20034
71 WASHINGTON HEIGHTS 16.9 13.7 20.8 19713 48 6378 26493
72 MOUNT GREENWOOD 3.4 4.3 8.7 34381 16 1233 19093
73 MORGAN PARK 13.2 10.8 15.0 27149 30 3998 22544
74 OHARE 15.4 10.9 7.1 25828 24 3423 12756
75 EDGEWATER 18.2 9.7 9.2 33385 19 4559 56521
76 EDISON PARK 3.3 7.4 6.5 40959 8 537 11187

Correlation Heatmap

Pairplot